Optimization of pumping schedule based on water demand forecasting using a combined model of autoregressive integrated moving average and exponential smoothing

Author:

Kang Hyeong-Seok1,Kim Hyunook2,Lee Jaekyeong2,Lee Ingyu2,Kwak Byoung-Youn2,Im Hyungjoon2

Affiliation:

1. Hyundai Engineering Co, Ltd, Hyundai BLDG. 75, Yulgok-ro Jongno-gu, Seoul, 110-920 Korea

2. Department of Energy and Environmental System Engineering, University of Seoul, 163 Siripdaero, Dongdaemun-gu, Seoul, 130-743 Korea

Abstract

Stable water supply to end users is the most important element in water supply systems (WSSs). The portion of energy used by the water distribution system is up to 40% of the total energy consumed by WSSs. To save energy cost for pumping systems, a number of attempts have been made. Especially, an optimization scheme for scheduling the water-pumping operation has attracted the interest of water engineers. In this paper, a binary integer program was applied to optimize pumping schedule of a WSS in Polonnaruwa, Sri Lanka based on the hourly water demands for the next day. The water demands were forecasted by a combined model consisting of an autoregressive integrated moving average (ARIMA) model and an error compensation routine based on exponential smoothing technique. The result showed that the optimization system could reduce the operation cost of the WSS by minimizing electricity for water pumping; electricity cost for pump operation could be reduced by 55%.

Publisher

IWA Publishing

Subject

Water Science and Technology

Reference21 articles.

1. Comparison of multiple linear and nonlinear regression, autoregressive integrated moving average, artificial neural network, and wavelet artificial neural network methods for urban water demand forecasting in Montreal, Canada;Adamowski;Water Resources Research,2012

2. An algorithm for minimization of pumping costs in water distribution systems using a novel approach to pump scheduling;Bagirov;Mathematical and Computer Modelling,2013

3. Barry J. A. 2007 WATERGY: Energy and water efficiency in municipal water supply and wastewater treatment. Report USAID/01.07, WATERGY Program, US Agency for International Development (USAID), Washington, DC, USA.

4. Optimal pump scheduling for large scale water transmission system by linear programming;Błaszczyk;Journal of Telecommunications & Information Technology,2012

5. On the optimal design of water distribution networks: a practical MINLP approach;Bragalli;Optimization and Engineering,2012

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